Zonghua Gu — accepted AI-conference papers

2025

Dynamic Neural Fortresses: An Adaptive Shield for Model Extraction Defense

Siyu Luan, Zhenyi Wang, Li Shen, Zonghua Gu, Chao Wu, Dacheng Tao

ICLR 2025poster

Model extraction aims to acquire a pre-trained black-box model concealed behind a black-box API. Existing defense strategies against model extraction primarily concentrate on preventing the unauthorized extraction of API functionality. However, two significant challenges still need to be solved: (i…

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2024

Real-time Stereo-based 3D Object Detection for Streaming Perception

Changcai Li, Zonghua Gu, Gang Chen, Libo Huang, Wei Zhang, Huihui Zhou

NeurIPS 2024poster

The ability to promptly respond to environmental changes is crucial for the perception system of autonomous driving. Recently, a new task called streaming perception was proposed. It jointly evaluate the latency and accuracy into a single metric for video online perception. In this work, we introduc…

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